Create Image Captioning Models with Google Cloud from Udacity

Take Udacity's free Cloud Image Captioning Models Course by Google and learn how to create, train, and evaluate an image captioning model by using deep learning.

Prerequisite details

To optimize your success in this program, we've created a list of prerequisites and recommendations to help you prepare for the curriculum. Prior to enrolling, you should have the following knowledge:

Intermediate Python
Basic machine learning
Computer vision proficiency
NLP proficiency

You will also need to be able to communicate fluently and professionally in written and spoken English.

What's inside

Syllabus

This course teaches you how to create an image captioning model by using deep learning.

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Develops image captioning models using deep learning, which is core to understanding innovation and groundbreaking topics in computer vision

Taught by Google Cloud Training, who are recognized for their work in computer vision and machine learning

Offers hands-on labs and interactive materials, which strengthens an existing foundation for intermediate learners

Requires intermediate Python, basic machine learning, computer vision, and NLP proficiency, which may pose a barrier to some learners

Career center

Learners who complete Create Image Captioning Models with Google Cloud will develop knowledge and skills that may be useful to these careers:

AI Engineer

An AI Engineer designs, builds, and deploys artificial intelligence solutions for a variety of applications. Those with experience in image captioning are highly valued, as they can develop AI systems that can 'see' and 'understand' images, enabling applications such as self-driving cars and medical image analysis. This course will provide AI Engineers with the necessary skills and knowledge to succeed in this rapidly growing field.

See salaries and explore the career path for AI Engineer

Data Scientist

A Data Scientist designs and builds scalable and efficient data and machine learning solutions to extract insights from structured and unstructured data. Data Scientists with experience in image captioning are highly sought-after by employers, as they can leverage these skills to create powerful image-based models for various applications. This course provides a comprehensive overview of the fundamentals and advanced techniques of image captioning using deep learning, enabling aspiring Data Scientists to develop the necessary skills to excel in this field.

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Machine Learning Engineer

A Machine Learning Engineer designs, builds, and maintains machine learning models for various business applications. Those with expertise in image captioning are especially in-demand, as they can develop models to automate tasks such as image classification, object detection, and scene understanding. This course will provide Machine Learning Engineers with the hands-on experience and knowledge they need to succeed in this rapidly growing field.

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Computer Vision Engineer

A Computer Vision Engineer develops and implements solutions for computer vision tasks, such as image classification, object detection, and scene understanding. A strong foundation in image captioning is crucial for Computer Vision Engineers, as it enables them to develop models that can 'see' and 'understand' images in a human-like way. This course will help aspiring Computer Vision Engineers gain the necessary skills and knowledge to excel in this exciting field.

See salaries and explore the career path for Computer Vision Engineer

Data Analyst

A Data Analyst collects, analyzes, and interprets data to identify trends and patterns. Image captioning is a valuable skill for Data Analysts, as it enables them to extract insights from unstructured image data. This course will provide Data Analysts with the necessary skills and knowledge to succeed in this field, enabling them to unlock the hidden insights within image data.

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Research Scientist

A Research Scientist conducts research and develops new technologies in various scientific fields. Image captioning is a valuable skill for Research Scientists, as it enables them to develop new methods for understanding and interpreting images. This course will provide Research Scientists with the necessary skills and knowledge to succeed in this field, enabling them to make significant contributions to the field of computer vision.

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Software Engineer

A Software Engineer designs, develops, and maintains software applications. Image captioning is a valuable skill for Software Engineers, as it enables them to develop applications that can 'see' and 'understand' images, enabling features such as image search and content moderation. This course will provide Software Engineers with the necessary skills and knowledge to succeed in this field, enabling them to develop innovative image-based applications.

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UX Designer

A UX Designer designs user interfaces and experiences for websites and applications. Image captioning is a valuable skill for UX Designers, as it enables them to create user interfaces that are visually appealing and easy to understand. This course will provide UX Designers with the necessary skills and knowledge to succeed in this field, enabling them to create user experiences that delight users.

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Product Manager

A Product Manager manages the development and launch of new products and features. Image captioning is a valuable skill for Product Managers, as it enables them to develop products that are visually appealing and easy to use. This course will provide Product Managers with the necessary skills and knowledge to succeed in this field, enabling them to develop innovative products that meet the needs of users.

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Graphic designer

A Graphic Designer creates visual concepts and designs for a variety of media. Image captioning is a valuable skill for Graphic Designers, as it enables them to create visually appealing and effective designs. This course will provide Graphic Designers with the necessary skills and knowledge to succeed in this field, enabling them to create stunning designs that communicate effectively.

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Digital Marketer

A Digital Marketer plans and executes marketing campaigns using digital channels. Image captioning is a valuable skill for Digital Marketers, as it enables them to create visually appealing and effective marketing campaigns. This course will provide Digital Marketers with the necessary skills and knowledge to succeed in this field, enabling them to create campaigns that reach and engage target audiences.

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Content Writer

A Content Writer creates written content for a variety of purposes, such as websites, blogs, and social media. Image captioning is a valuable skill for Content Writers, as it enables them to create engaging and informative content that captures the attention of readers. This course will provide Content Writers with the necessary skills and knowledge to succeed in this field, enabling them to create content that resonates with audiences.

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Video Editor

A Video Editor creates and edits video content. Image captioning is a valuable skill for Video Editors, as it enables them to create more engaging and informative videos. This course will provide Video Editors with the necessary skills and knowledge to succeed in this field, enabling them to create stunning videos that capture attention and tell stories.

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Photographer

A Photographer takes pictures and creates visual content. Image captioning is a valuable skill for Photographers, as it enables them to create more engaging and informative content. This course will provide Photographers with the necessary skills and knowledge to succeed in this field, enabling them to create stunning images that tell stories and capture moments.

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Teacher

A Teacher educates and instructs students in a variety of subjects. Image captioning is a valuable skill for Teachers, as it enables them to create more engaging and effective lesson plans. This course will provide Teachers with the necessary skills and knowledge to succeed in this field, enabling them to create lesson plans that capture the attention of students and help them learn.

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Reading list

We've selected six books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Create Image Captioning Models with Google Cloud.

Concurrent NumPy in Python

Save

Provides a practical introduction to deep learning for computer vision. It covers topics such as convolutional neural networks, recurrent neural networks, and object detection. It valuable resource for anyone interested in learning how to use deep learning for computer vision tasks.

Concurrent NumPy in Python: Faster NumPy With BLAS,...

Paperback

Concurrent NumPy in Python: Faster NumPy With BLAS,...

Kindle Edition

Cross-Lingual Word Embeddings

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Provides a comprehensive overview of deep learning for natural language processing. It covers topics such as text classification, language modeling, and machine translation. It valuable resource for anyone interested in learning more about NLP with deep learning.

Cross-Lingual Word Embeddings (Synthesis Lectures...

Paperback

Computer Vision

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Provides a comprehensive overview of computer vision algorithms and techniques, covering topics such as image processing, feature extraction, and object recognition. It valuable resource for anyone interested in learning more about the fundamentals of computer vision.

Probability and Statistics for Computer Science

Save

Provides a comprehensive overview of computer vision. It covers topics such as image processing, feature extraction, and object recognition. It valuable resource for anyone interested in learning more about the fundamentals of computer vision.

Probability and Statistics for Computer Science

Paperback

$$$

Probability and Statistics for Computer Science

Kindle Edition

$$$

Neural Network Methods for Natural Language...

Save

Provides a comprehensive overview of natural language processing (NLP) with deep learning. It covers topics such as text classification, language modeling, and machine translation. It valuable resource for anyone interested in learning more about NLP with deep learning.

Neural Network Methods for Natural Language...

Paperback

Speech and Language Processing. An Introduction to...

Save

Provides a comprehensive overview of speech and language processing. It covers topics such as speech recognition, natural language understanding, and machine translation. It valuable resource for anyone interested in learning more about speech and language processing.

Speech and Language Processing An Introduction to...

Paperback

Create Image Captioning Models with Google Cloud

Prerequisite details

Prerequisite details

What's inside

Syllabus

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